title
ChatGPT Tutorial - Use ChatGPT for DevOps tasks to 10x Your Productivity
description
ChatGPT Tutorial for DevOps - What is ChatGPT? How to use ChatGPT? My opinion on whether ChatGPT will replace engineers
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I'm sure you have all heard of ChatGPT by now. It has become a buzzword within days of its release and professionals in all fields, especially in high skilled areas like lawyers, doctors, engineers are questioning whether such AI can actually replace them and work.
So in this video I want to talk about what ChatGPT is and how it even popped up, talk a bit about the organization behind GPT called "OpenAI", which has already created many other machine learning models besides Chat GPT and also explain technically about all that.
And then we'll dive in and actually put ChatGPT to use for some DevOps related tasks.
I really want to see how it can help in generating configuration code for building DevOps processes or different parts of those processes and how well it knows different DevOps technologies, but not just some shallow examples or boilerplate code that I can get from official documentation, but instead also try more fine-tuning and small optimizations in that configuration code.
We're also going to check out an open source command line tool that is built on top of ChatGPT and was specifically created for engineers to generate infrastructure as code templates and more and finally we'll talk about the impact of ChatGPT, the quality and usefulness of such a tool for engineers and whether it will really replace the engineers and to what extent you should be concerned.
▬▬▬▬▬▬ T I M E S T A M P S ⏰ ▬▬▬▬▬▬
00:00 - Intro and Overview
01:39 - What is ChatGPT, Who developed ChatGPT
06:45 - Sign Up on ChatGPT
09:23 - Create Dockerfile for Node.js app using ChatGPT
22:13 - Create Kubernetes manifest file using ChatGPT
35:06 - Create CI/CD pipeline code using ChatGPT
50:06 - Convert Jenkinsfile into GitLab CI config file
53:53 - Tools built on top of OpenAI's API
55:01 - AIaC demo - CLI tool for DevOps
01:01:00 - My opinion on ChatGPT & whether ChatGPT will replace engineers
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detail
{'title': 'ChatGPT Tutorial - Use ChatGPT for DevOps tasks to 10x Your Productivity', 'heatmap': [{'end': 205.748, 'start': 161.605, 'weight': 0.764}, {'end': 325.796, 'start': 243.687, 'weight': 0.717}, {'end': 457.23, 'start': 361.078, 'weight': 0.817}, {'end': 614.574, 'start': 521.1, 'weight': 0.724}, {'end': 1396.768, 'start': 1294.285, 'weight': 0.823}, {'end': 1588.555, 'start': 1536.763, 'weight': 0.824}, {'end': 2113.826, 'start': 2065.996, 'weight': 0.926}, {'end': 3416.481, 'start': 3249.443, 'weight': 0.829}, {'end': 3701.038, 'start': 3654.108, 'weight': 0.913}], 'summary': 'Learn how chatgpt impacts devops, from generating code for devops processes to docker file optimization, kubernetes manifest assistance, ci cd pipeline generation, slack notification integration, and its potential impact on engineering jobs.', 'chapters': [{'end': 68.397, 'segs': [{'end': 44.055, 'src': 'embed', 'start': 0.529, 'weight': 0, 'content': [{'end': 4.39, 'text': "Hi guys, I'm sure you have all heard of ChatGPT by now.", 'start': 0.529, 'duration': 3.861}, {'end': 7.67, 'text': 'It has become a buzzword within days of its release.', 'start': 4.75, 'duration': 2.92}, {'end': 14.372, 'text': 'And professionals in all fields, especially in high skilled areas like lawyers, doctors,', 'start': 8.291, 'duration': 6.081}, {'end': 19.273, 'text': 'engineers are questioning whether such AI can actually replace them at work.', 'start': 14.372, 'duration': 4.901}, {'end': 24.854, 'text': 'So in this video, I want to talk about what ChatGPT is and how it even popped up.', 'start': 19.773, 'duration': 5.081}, {'end': 28.735, 'text': 'Talk a bit about the organization behind ChatGPT called OpenAI.', 'start': 25.194, 'duration': 3.541}, {'end': 36.87, 'text': 'which has already created many other machine learning models besides ChatGPT and also explain technically about all that.', 'start': 29.565, 'duration': 7.305}, {'end': 44.055, 'text': "And then we'll dive in and actually put ChatGPT to use for some DevOps related tasks.", 'start': 37.431, 'duration': 6.624}], 'summary': 'Chatgpt has quickly become a buzzword, raising questions about ai replacing professionals in high-skilled fields like lawyers, doctors, and engineers.', 'duration': 43.526, 'max_score': 0.529, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ529.jpg'}], 'start': 0.529, 'title': 'Chatgpt in devops', 'summary': "Explores chatgpt's impact on high-skilled professions, discusses openai's role, and its practical application in generating configuration code for devops processes.", 'chapters': [{'end': 68.397, 'start': 0.529, 'title': 'Understanding chatgpt and its application in devops', 'summary': 'Explores the impact of chatgpt on high-skilled professions like lawyers, doctors, and engineers, delves into the organization behind chatgpt, openai, and discusses the practical application of chatgpt in generating configuration code for devops processes.', 'duration': 67.868, 'highlights': ['The impact of ChatGPT on high-skilled professions like lawyers, doctors, and engineers is discussed, raising questions about the potential for AI to replace human workers.', 'The organization behind ChatGPT, OpenAI, is introduced, highlighting its creation of various machine learning models besides ChatGPT.', 'The practical application of ChatGPT in generating configuration code for DevOps processes is explored, aiming to test its capabilities in understanding and optimizing DevOps technologies.']}], 'duration': 67.868, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ529.jpg', 'highlights': ['The impact of ChatGPT on high-skilled professions is discussed, raising questions about AI replacing human workers.', 'OpenAI is introduced, highlighting its creation of various machine learning models besides ChatGPT.', 'The practical application of ChatGPT in generating configuration code for DevOps processes is explored.']}, {'end': 557.679, 'segs': [{'end': 113.095, 'src': 'embed', 'start': 68.777, 'weight': 2, 'content': [{'end': 70.098, 'text': 'So we will see all of that.', 'start': 68.777, 'duration': 1.321}, {'end': 83.083, 'text': "We're also gonna check out an open source command line tool that is built on top of ChatGPT and was specifically created for engineers to generate infrastructure as code templates and more.", 'start': 70.458, 'duration': 12.625}, {'end': 87.6, 'text': "And finally, we'll talk about the impact of ChatGPT,", 'start': 83.976, 'duration': 3.624}, {'end': 97.691, 'text': 'the quality and usefulness of such a tool for engineers and whether it will really replace the engineers, and to what extent you should be concerned.', 'start': 87.6, 'duration': 10.091}, {'end': 99.593, 'text': "So let's talk about all of that.", 'start': 98.151, 'duration': 1.442}, {'end': 105.226, 'text': 'First of all, what is ChatGPT and why is it useful?', 'start': 101.462, 'duration': 3.764}, {'end': 113.095, 'text': 'You can think of ChatGPT as something that has all the knowledge from various different fields, including engineering,', 'start': 105.627, 'duration': 7.468}], 'summary': 'Open source tool built on chatgpt for engineers, impact and concerns discussed', 'duration': 44.318, 'max_score': 68.777, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ68777.jpg'}, {'end': 160.904, 'src': 'embed', 'start': 133.842, 'weight': 0, 'content': [{'end': 142.844, 'text': 'Now, how did this technology even came about? Who created this? ChatGPT was created by a research organization called OpenAI.', 'start': 133.842, 'duration': 9.002}, {'end': 147.108, 'text': 'And, according to the company itself and its mission statement,', 'start': 143.744, 'duration': 3.364}, {'end': 160.904, 'text': 'it is actually dedicated to developing and using artificial intelligence in a way that can benefit the general public and basically democratize the access to artificial intelligence as well.', 'start': 147.108, 'duration': 13.796}], 'summary': 'Chatgpt was created by openai to democratize ai access.', 'duration': 27.062, 'max_score': 133.842, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ133842.jpg'}, {'end': 205.748, 'src': 'heatmap', 'start': 161.605, 'weight': 0.764, 'content': [{'end': 166.768, 'text': 'the story is that its founders, among which were elon musk and sam altman,', 'start': 161.605, 'duration': 5.163}, {'end': 179.195, 'text': 'founded open ai because they feared that people and organizations would misuse artificial intelligence or be careless about the development and advancements in ai,', 'start': 166.768, 'duration': 12.427}, {'end': 186.34, 'text': 'and they feared, or still do probably, that this would cause a chaos and disaster for the world.', 'start': 179.195, 'duration': 7.145}, {'end': 192.405, 'text': 'and through open ai they wanted to develop and use ai for the benefit of general public.', 'start': 186.34, 'duration': 6.065}, {'end': 198.77, 'text': 'so that was the idea behind open ai organization, which is non-profit research organization,', 'start': 192.405, 'duration': 6.365}, {'end': 205.748, 'text': 'And OpenAI actually has done really impressive developments in the AI field.', 'start': 199.582, 'duration': 6.166}], 'summary': 'Openai, founded by elon musk and sam altman, aims to develop ai for public benefit and has achieved significant advancements in the field.', 'duration': 44.143, 'max_score': 161.605, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ161605.jpg'}, {'end': 241.484, 'src': 'embed', 'start': 215.558, 'weight': 1, 'content': [{'end': 223.966, 'text': 'including the development of AI for use in natural language processing, computer vision, robotics, gaming and so on.', 'start': 215.558, 'duration': 8.408}, {'end': 230.152, 'text': 'And there are some popular high profile projects that OpenAI has developed over the past years.', 'start': 224.286, 'duration': 5.866}, {'end': 241.484, 'text': 'One of them is DALI, for example, which is a neural network, which basically is one specific type of machine learning model that mimics a human brain.', 'start': 230.773, 'duration': 10.711}], 'summary': 'Openai focuses on ai development for various applications, such as dali, a neural network.', 'duration': 25.926, 'max_score': 215.558, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ215558.jpg'}, {'end': 325.796, 'src': 'heatmap', 'start': 243.687, 'weight': 0.717, 'content': [{'end': 256.536, 'text': 'And DALI also became pretty famous because It is really impressive and it can create super realistic and very high quality images and art from a simple text description.', 'start': 243.687, 'duration': 12.849}, {'end': 269.987, 'text': 'And another of the projects, a language generation model that can generate human-like text called Generative Pre-trained Transformer or shortly GPT.', 'start': 257.358, 'duration': 12.629}, {'end': 275.991, 'text': 'which is exactly the model that famous ChatGPT is based on.', 'start': 270.948, 'duration': 5.043}, {'end': 281.795, 'text': "So that's basically one of several other projects that OpenAI has created.", 'start': 276.351, 'duration': 5.444}, {'end': 290.32, 'text': 'And they actually made several improvements of GPT after its initial development with GPT-2,', 'start': 282.215, 'duration': 8.105}, {'end': 303.366, 'text': 'an extension of the GPT model that was trained on an even larger data set of web pages, And GPT-2 has the ability to generate a wider range of texts,', 'start': 290.32, 'duration': 13.046}, {'end': 306.947, 'text': 'including news articles, whole stories and poems.', 'start': 303.366, 'duration': 3.581}, {'end': 319.472, 'text': 'And then even more powerful version was developed, which was GPT-3,, which can even produce jokes, puns and has even wider range of usages,', 'start': 307.528, 'duration': 11.944}, {'end': 325.796, 'text': 'including for language translation, question answering, text summarization and content creation.', 'start': 319.472, 'duration': 6.324}], 'summary': "Openai's dali and gpt models can create high-quality images and human-like text, with gpt-3 having a wide range of applications.", 'duration': 82.109, 'max_score': 243.687, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ243687.jpg'}, {'end': 457.23, 'src': 'heatmap', 'start': 361.078, 'weight': 0.817, 'content': [{'end': 366.762, 'text': 'or how it even fixes bugs when provided a code snippet with certain bug.', 'start': 361.078, 'duration': 5.684}, {'end': 373.827, 'text': 'and now, along with millions of users who have already tried chatgpt, we want to put it to test and see how it performs,', 'start': 366.762, 'duration': 7.065}, {'end': 378.391, 'text': 'but in our case specifically for DevOps tasks.', 'start': 374.307, 'duration': 4.084}, {'end': 386.56, 'text': 'So the question is can we get really useful output from it and get scripts and configuration code for different DevOps tasks?', 'start': 378.972, 'duration': 7.588}, {'end': 395.189, 'text': 'And basically, how qualitative will be the code or scripts for DevOps tasks that ChatGPT is going to produce?', 'start': 387.1, 'duration': 8.089}, {'end': 398.591, 'text': "And that's exactly what we're gonna see in the next section.", 'start': 395.809, 'duration': 2.782}, {'end': 405.134, 'text': "And with this, let's dive right in the demo part and try out ChatGPT for DevOps.", 'start': 398.851, 'duration': 6.283}, {'end': 413.199, 'text': "So let's start by opening the ChatGPT site.", 'start': 409.317, 'duration': 3.882}, {'end': 417.878, 'text': "And as you see, it's on OpenAI.com.", 'start': 415.177, 'duration': 2.701}, {'end': 421.939, 'text': "So let's click inside, try chat GPT.", 'start': 418.598, 'duration': 3.341}, {'end': 425.86, 'text': "And this is basically the URL where it's available.", 'start': 422.779, 'duration': 3.081}, {'end': 428.701, 'text': "It's chat.openai.com.", 'start': 426.28, 'duration': 2.421}, {'end': 432.662, 'text': "And if you don't have an account yet, so for the first time,", 'start': 429.601, 'duration': 3.061}, {'end': 441.565, 'text': 'you have to basically sign up and create your account and confirm it from your email address.', 'start': 432.662, 'duration': 8.903}, {'end': 453.9, 'text': "And once you've signed up, then you can just Go to login and you'll be forwarded to the chat GPT dashboard.", 'start': 442.225, 'duration': 11.675}, {'end': 457.23, 'text': "And that's basically how it looks like.", 'start': 455.709, 'duration': 1.521}], 'summary': 'Testing chatgpt for devops tasks with millions of users for qualitative code output.', 'duration': 96.152, 'max_score': 361.078, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ361078.jpg'}, {'end': 532.586, 'src': 'embed', 'start': 509.212, 'weight': 3, 'content': [{'end': 519.159, 'text': 'And here you have a couple of additional information about ChatGPT, like examples of how to interact with it, how to structure your questions,', 'start': 509.212, 'duration': 9.947}, {'end': 520.96, 'text': 'as well as the capabilities.', 'start': 519.159, 'duration': 1.801}, {'end': 529.145, 'text': 'One of the most important capabilities that I think is most valuable that ChatGPT has is actually staying in the context of the conversation.', 'start': 521.1, 'duration': 8.045}, {'end': 532.586, 'text': 'So once you ask questions, you can actually do follow up questions.', 'start': 529.485, 'duration': 3.101}], 'summary': 'Chatgpt can stay in context and handle follow-up questions, enhancing conversational interactions.', 'duration': 23.374, 'max_score': 509.212, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ509212.jpg'}], 'start': 68.777, 'title': "Chatgpt's impact", 'summary': "Delves into the impact of chatgpt on engineers, including the introduction of an open source command line tool for generating infrastructure as code templates, and its potential to replace engineers. it also covers openai's mission to democratize access to ai, impressive developments in ai technology, and the capabilities of chatgpt, including staying in conversation context and limitations due to the data fed till 2021.", 'chapters': [{'end': 133.282, 'start': 68.777, 'title': 'Chatgpt: impact on engineers', 'summary': "Discusses the impact of chatgpt on engineers, including the introduction of an open source command line tool built on top of chatgpt for generating infrastructure as code templates, and the tool's potential to replace engineers.", 'duration': 64.505, 'highlights': ['ChatGPT: A tool that has knowledge from various fields including engineering, with a chat interface and the ability to provide information in an easily digestible form.', 'Open source command line tool built on top of ChatGPT: Specifically created for engineers to generate infrastructure as code templates and more.', 'Impact of ChatGPT on engineers: Discussion on the quality and usefulness of ChatGPT for engineers, and whether it has the potential to replace engineers.']}, {'end': 557.679, 'start': 133.842, 'title': 'Openai and chatgpt', 'summary': 'Discusses the creation of chatgpt by openai, including its mission to democratize access to ai, impressive developments in ai technology, and the capabilities of chatgpt, such as staying in conversation context and limitations due to the data fed till 2021.', 'duration': 423.837, 'highlights': ["OpenAI's mission to democratize access to AI and its creation of ChatGPT OpenAI, a research organization, was created by founders like Elon Musk and Sam Altman to develop and use AI for the benefit of the general public, leading to the creation of ChatGPT.", 'Impressive developments in AI technology by OpenAI OpenAI has made impressive developments in AI technology, including projects like DALI, a neural network that creates high-quality images from text, and GPT-3, a powerful language generation model for various usages.', 'Capabilities of ChatGPT, including staying in conversation context and limitations ChatGPT has the capability to stay in the context of the conversation, allowing follow-up questions, but its limitations include the data fed till 2021.']}], 'duration': 488.902, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ68777.jpg', 'highlights': ["OpenAI's mission to democratize access to AI and its creation of ChatGPT", 'Impressive developments in AI technology by OpenAI, including projects like DALI and GPT-3', 'Open source command line tool built on top of ChatGPT, specifically created for engineers', 'ChatGPT has the capability to stay in the context of the conversation, allowing follow-up questions', 'Discussion on the quality and usefulness of ChatGPT for engineers and its potential to replace engineers']}, {'end': 1331.73, 'segs': [{'end': 618.877, 'src': 'embed', 'start': 581.393, 'weight': 4, 'content': [{'end': 589.095, 'text': "And I'm going to ask chat GPT to actually give me a Docker file, an example Docker file that I can use for my Node.js project.", 'start': 581.393, 'duration': 7.702}, {'end': 591.116, 'text': 'So simple instruction.', 'start': 589.675, 'duration': 1.441}, {'end': 597.962, 'text': 'write a Docker file for Node.js application.', 'start': 591.856, 'duration': 6.106}, {'end': 599.604, 'text': "Let's see what happens.", 'start': 598.843, 'duration': 0.761}, {'end': 614.574, 'text': "So let's actually see what ChatGPT gave us here.", 'start': 611.092, 'duration': 3.482}, {'end': 618.877, 'text': 'First of all, it gave us an example Docker file for node.js application.', 'start': 615.034, 'duration': 3.843}], 'summary': 'Chatgpt provided an example docker file for a node.js application.', 'duration': 37.484, 'max_score': 581.393, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ581393.jpg'}, {'end': 689.03, 'src': 'embed', 'start': 643.489, 'weight': 0, 'content': [{'end': 651.553, 'text': 'this is super helpful, because not only you just get a ready Dockerfile, but it also explains to you what is happening on each line.', 'start': 643.489, 'duration': 8.064}, {'end': 656.635, 'text': "So you can use it to learn in case you don't understand parts of the syntax.", 'start': 651.633, 'duration': 5.002}, {'end': 663.417, 'text': 'So it describes all the steps here, like setting the working directory, copying the file, installing dependencies and so on.', 'start': 656.955, 'duration': 6.462}, {'end': 664.998, 'text': "And it doesn't even stop there.", 'start': 663.717, 'duration': 1.281}, {'end': 671.1, 'text': 'It actually gives you some additional useful information, like making sure that you have package.json in your application.', 'start': 665.038, 'duration': 6.062}, {'end': 674.785, 'text': 'and that package.json has a script called npm.', 'start': 671.764, 'duration': 3.021}, {'end': 678.966, 'text': 'start inside and once you have the docker file that it provides you.', 'start': 674.785, 'duration': 4.181}, {'end': 684.648, 'text': 'then you can build the docker image using this command, giving your image a name,', 'start': 678.966, 'duration': 5.682}, {'end': 689.03, 'text': 'and then it gives you a command to start a container from the docker image.', 'start': 684.648, 'duration': 4.382}], 'summary': 'The dockerfile provides detailed explanations for each step, enabling learning and practical application.', 'duration': 45.541, 'max_score': 643.489, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ643489.jpg'}, {'end': 805.466, 'src': 'embed', 'start': 775.728, 'weight': 1, 'content': [{'end': 779.469, 'text': 'So basically changing into a directory and then executing commands from there.', 'start': 775.728, 'duration': 3.741}, {'end': 783.17, 'text': 'So I think that explanation is actually very good.', 'start': 779.809, 'duration': 3.361}, {'end': 784.271, 'text': "It's in simple language.", 'start': 783.271, 'duration': 1}, {'end': 790.675, 'text': 'And most importantly, it gives you examples and even comparison so that you can understand it better.', 'start': 784.911, 'duration': 5.764}, {'end': 796.84, 'text': "Now, let's say we want chat GPT to actually adjust the Docker file that it gave us.", 'start': 791.476, 'duration': 5.364}, {'end': 805.466, 'text': 'And instead of NPM, use another build and packaging tool called yarn, which is an alternative to NPM.', 'start': 797.74, 'duration': 7.726}], 'summary': 'Explanation of directory change and command execution with examples and comparison, plus transition from npm to yarn for docker file adjustment.', 'duration': 29.738, 'max_score': 775.728, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ775728.jpg'}, {'end': 1180.461, 'src': 'embed', 'start': 1126.268, 'weight': 3, 'content': [{'end': 1132.092, 'text': 'and finally, in the examples i also wanted to build an image with a specific tag.', 'start': 1126.268, 'duration': 5.824}, {'end': 1140.257, 'text': "so let's actually direct chat gpt to create the multi-stage build, but with those optimizations.", 'start': 1132.092, 'duration': 8.165}, {'end': 1157.287, 'text': 'so adjust the multi-stage build to use yarn, exclude app files from Docker,', 'start': 1140.257, 'duration': 17.03}, {'end': 1180.461, 'text': "ignore file when copying them into Docker image and provide Docker command examples with a specific image tag of, let's say, 1.0..", 'start': 1157.287, 'duration': 23.174}], 'summary': 'Optimize multi-stage docker build with specific image tag and exclusions.', 'duration': 54.193, 'max_score': 1126.268, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ1126268.jpg'}], 'start': 557.679, 'title': 'Dockerizing node.js application and chatgpt docker file optimization', 'summary': "Discusses using chatgpt to generate a docker file for a node.js application with step-by-step explanations, providing additional useful information. it also details using chatgpt to optimize a docker file, including specific optimizations and tag, showcasing chatgpt's ability to understand and adjust detailed requests.", 'chapters': [{'end': 689.03, 'start': 557.679, 'title': 'Dockerizing node.js application', 'summary': 'Discusses using chatgpt to generate a docker file for a node.js application, including an example docker file with step-by-step explanations, providing additional useful information, and enabling the building and running of the docker image and container.', 'duration': 131.351, 'highlights': ['ChatGPT provided an example Docker file for a Node.js application, based on a specific version of the node image. The example Docker file includes a specific version of the node image, highlighting the best practice of using a fixed version for the base image.', 'The provided Docker file includes explanations for each step, making it helpful for junior engineers to understand the process and syntax. The Docker file not only provides the code but also explains each step, making it beneficial for junior engineers to learn and understand the process and syntax.', 'The additional useful information includes ensuring the presence of a package.json file with an npm start script, enabling the building and running of the Docker image and container. The provided information ensures the presence of a package.json file with an npm start script, facilitating the building and running of the Docker image and container.']}, {'end': 1331.73, 'start': 689.03, 'title': 'Chatgpt docker file optimization', 'summary': "Details using chatgpt to optimize a docker file, including replacing npm with yarn, optimizing file copying, implementing docker ignore, and creating a multi-stage build with specific optimizations and tag, showcasing chatgpt's ability to understand and adjust detailed requests.", 'duration': 642.7, 'highlights': ["ChatGPT provides detailed explanations and examples for understanding Docker directives, such as 'workdir', and adjusts commands from NPM to Yarn, showcasing its ability to provide specific and detailed guidance. ChatGPT explains the 'workdir' directive in Dockerfile and replaces NPM commands with Yarn commands, providing clear and detailed guidance.", 'ChatGPT optimizes the Docker file by excluding irrelevant application files using a Docker ignore file and provides realistic examples and best practices, demonstrating its ability to understand and implement optimization techniques. ChatGPT suggests creating a Docker ignore file to exclude irrelevant application files, provides realistic examples, and promotes best practices for optimizing Docker images.', 'ChatGPT creates a multi-stage build with specific optimizations and tag, showcasing its ability to understand and adjust detailed requests and provide a comprehensive solution. ChatGPT successfully creates a multi-stage build with specific optimizations and tag, demonstrating its capability to understand and implement detailed requests.']}], 'duration': 774.051, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ557679.jpg', 'highlights': ['The provided Docker file includes explanations for each step, making it helpful for junior engineers to understand the process and syntax.', "ChatGPT provides detailed explanations and examples for understanding Docker directives, such as 'workdir', and adjusts commands from NPM to Yarn, showcasing its ability to provide specific and detailed guidance.", 'The additional useful information includes ensuring the presence of a package.json file with an npm start script, enabling the building and running of the Docker image and container.', 'ChatGPT creates a multi-stage build with specific optimizations and tag, showcasing its ability to understand and adjust detailed requests and provide a comprehensive solution.', 'ChatGPT optimizes the Docker file by excluding irrelevant application files using a Docker ignore file and provides realistic examples and best practices, demonstrating its ability to understand and implement optimization techniques.', 'ChatGPT provided an example Docker file for a Node.js application, based on a specific version of the node image. The example Docker file includes a specific version of the node image, highlighting the best practice of using a fixed version for the base image.']}, {'end': 1876.501, 'segs': [{'end': 1441.898, 'src': 'embed', 'start': 1389.724, 'weight': 0, 'content': [{'end': 1396.768, 'text': 'OK, so we got the output from chat GPT and it actually looks really impressive because of a couple of reasons.', 'start': 1389.724, 'duration': 7.044}, {'end': 1400.79, 'text': "First of all, let's go all the way up and see our deployment file.", 'start': 1396.868, 'duration': 3.922}, {'end': 1408.695, 'text': 'And since I told it to base that Kubernetes manifest file on this Docker image that we created,', 'start': 1402.171, 'duration': 6.524}, {'end': 1417.941, 'text': 'it actually took that information and reuse the same application name as when building this Docker image,', 'start': 1408.695, 'duration': 9.246}, {'end': 1430.648, 'text': "but also reuse the image tag 1.0 and the container port from these multi-stage build right where we're exposing this port 80..", 'start': 1417.941, 'duration': 12.707}, {'end': 1435.152, 'text': 'So it uses all this information from Dockerfile to create the deployment manifest file.', 'start': 1430.648, 'duration': 4.504}, {'end': 1441.898, 'text': 'Now, this is obviously a boilerplate code that you can easily grab on Kubernetes official documentation page,', 'start': 1435.673, 'duration': 6.225}], 'summary': 'Chat gpt output reused dockerfile info to create deployment manifest file with application name, image tag 1.0, and container port 80', 'duration': 52.174, 'max_score': 1389.724, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ1389724.jpg'}, {'end': 1588.555, 'src': 'heatmap', 'start': 1488.136, 'weight': 5, 'content': [{'end': 1500.88, 'text': 'And then again it provided me with kubectl commands for creating or applying the deployment and service files and even querying the service after it gets created.', 'start': 1488.136, 'duration': 12.744}, {'end': 1509.065, 'text': 'you will probably get different results for each query or each request that i give chat gpt.', 'start': 1501.4, 'duration': 7.665}, {'end': 1513.207, 'text': 'it will be something similar, obviously, but some details may vary right.', 'start': 1509.065, 'duration': 4.142}, {'end': 1519.571, 'text': 'so, for example, you may have gotten the the docker file example with yarn as a default instead of npm.', 'start': 1513.207, 'duration': 6.364}, {'end': 1522.752, 'text': 'So it could be this kind of differences.', 'start': 1521.331, 'duration': 1.421}, {'end': 1524.614, 'text': "Now let's continue with that.", 'start': 1523.413, 'duration': 1.201}, {'end': 1531.419, 'text': "And I'm going to ask Chet GPT to actually adjust the boilerplate deployment file.", 'start': 1525.414, 'duration': 6.005}, {'end': 1536.183, 'text': 'And by the way, it also gave us three replicas instead of one, which is pretty cool.', 'start': 1531.919, 'duration': 4.264}, {'end': 1545.39, 'text': "So I'm going to ask Chet GPT to adjust these deployment file and add some resource limitations to our container.", 'start': 1536.763, 'duration': 8.627}, {'end': 1553.071, 'text': 'So add resource quotas to the deployment.', 'start': 1547.511, 'duration': 5.56}, {'end': 1575.047, 'text': "Awesome So let's see the output.", 'start': 1573.246, 'duration': 1.801}, {'end': 1581.651, 'text': 'It basically just edit the resource limits and request configuration in the deployment file.', 'start': 1575.747, 'duration': 5.904}, {'end': 1588.555, 'text': 'And it used the most standard default values for each configuration, which is pretty good actually.', 'start': 1582.191, 'duration': 6.364}], 'summary': 'Chat gpt provided kubectl commands for deploying with 3 replicas and resource limitations.', 'duration': 100.419, 'max_score': 1488.136, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ1488136.jpg'}, {'end': 1636.549, 'src': 'embed', 'start': 1612.86, 'weight': 6, 'content': [{'end': 1619.621, 'text': "so chat gpt actually just does all of that for you, so you don't have to memorize the syntax of the manifest file.", 'start': 1612.86, 'duration': 6.761}, {'end': 1622.701, 'text': 'so i think that is actually a really big advantage,', 'start': 1619.621, 'duration': 3.08}, {'end': 1627.542, 'text': "especially when you're adding lots of configuration here and when you're working with deployment files.", 'start': 1622.701, 'duration': 4.841}, {'end': 1633.225, 'text': 'there are hundreds of lines long, right, maybe with multiple containers and its configurations.', 'start': 1627.542, 'duration': 5.683}, {'end': 1636.549, 'text': 'So I can imagine this being super useful in those cases.', 'start': 1633.786, 'duration': 2.763}], 'summary': 'Chatgpt automates manifest file syntax, simplifying configuration and deployment files, saving time and effort.', 'duration': 23.689, 'max_score': 1612.86, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ1612860.jpg'}, {'end': 1675.64, 'src': 'embed', 'start': 1652.045, 'weight': 2, 'content': [{'end': 1661.511, 'text': 'So I think these details where ChatGPT just goes one step further and instead of just delivering you the exact result to your query,', 'start': 1652.045, 'duration': 9.466}, {'end': 1670.436, 'text': 'it actually gives you even more value, explaining conceptually the example and also giving you some follow up commands that you may need to use,', 'start': 1661.511, 'duration': 8.925}, {'end': 1675.64, 'text': 'so you can just copy the code and execute on your terminal instead of typing out.', 'start': 1670.436, 'duration': 5.204}], 'summary': 'Chatgpt provides added value by explaining concepts and offering follow-up commands, saving time and effort for users.', 'duration': 23.595, 'max_score': 1652.045, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ1652045.jpg'}, {'end': 1733.52, 'src': 'embed', 'start': 1701.425, 'weight': 3, 'content': [{'end': 1705.248, 'text': "So I'm going to ask chat GPT to take over that task for me.", 'start': 1701.425, 'duration': 3.823}, {'end': 1718.814, 'text': "So I'm going to ask it to adjust the deployment manifest with production and security best practices.", 'start': 1705.589, 'duration': 13.225}, {'end': 1723.316, 'text': "So I'm not giving a specific instruction to insert a configuration.", 'start': 1719.734, 'duration': 3.582}, {'end': 1730.139, 'text': "Instead, I'm saying whatever the production and security best practices are, please just add them in the manifest file.", 'start': 1723.636, 'duration': 6.503}, {'end': 1733.52, 'text': "So let's actually see what it comes up with.", 'start': 1730.759, 'duration': 2.761}], 'summary': 'Using chat gpt to adjust deployment manifest with production and security best practices.', 'duration': 32.095, 'max_score': 1701.425, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ1701425.jpg'}], 'start': 1332.171, 'title': "Chatgpt's kubernetes manifest assistance", 'summary': 'Discusses how chatgpt generates kubernetes deployment and service manifest files by reusing context from the dockerfile, incorporating application name, image tag, and container port, providing kubectl commands, and offering valuable insights for production and security.', 'chapters': [{'end': 1487.816, 'start': 1332.171, 'title': 'Kubernetes deployment manifest generation', 'summary': 'Discusses using chat gpt to generate kubernetes deployment and service manifest files by reusing context from the dockerfile, demonstrating how it automatically incorporates application name, image tag, and container port from the dockerfile, and generates a service manifest with the correct type and selector.', 'duration': 155.645, 'highlights': ['The chapter demonstrates the use of Chat GPT to automatically generate a Kubernetes deployment manifest file, reusing information from the Dockerfile such as application name, image tag, and container port, showcasing its convenience and efficiency in creating boilerplate manifest files.', 'Chat GPT independently generates an example of a corresponding service manifest file, utilizing the load balancer type and correctly incorporating selector from labels and target port from the deployment file, demonstrating its ability to provide a comprehensive example of a service manifest.', 'The generated Kubernetes deployment manifest file effectively reuses information from the Dockerfile, including the application name, image tag, and container port from the multi-stage build, showcasing the seamless integration of context between Docker and Kubernetes.', 'The independently generated service manifest file showcases the correct usage of load balancer type, selector from labels, and target port from the deployment file, indicating its ability to provide accurate and production-ready service manifest examples.']}, {'end': 1876.501, 'start': 1488.136, 'title': "Chatgpt's manifest file assistance", 'summary': 'Discusses using chatgpt to create and adjust deployment and service files, with the ai providing kubectl commands, adjusting deployment files, and explaining best practices for production and security, offering convenience and valuable insights.', 'duration': 388.365, 'highlights': ['ChatGPT provides kubectl commands for creating or applying deployment and service files, as well as querying the service after creation, enhancing the deployment process. kubectl commands, enhanced deployment process', 'ChatGPT adjusts the boilerplate deployment file, increasing the replicas from one to three, demonstrating its capability to modify deployment configurations. increased replicas from one to three', 'ChatGPT adds resource limitations to the deployment, simplifying the process by editing the resource limits and request configuration in the deployment file. added resource limitations to the deployment', 'ChatGPT explains the advantage of using AI assistance over official documentation, emphasizing the convenience of not needing to search for syntax examples and the correct location within the deployment file to insert configurations. advantage over official documentation, convenience', 'ChatGPT provides insights on resource limits and requests, explaining their purpose in preventing container resource issues and offering follow-up commands for easy execution. provided insights on resource limits and requests, follow-up commands', 'ChatGPT lists best practices for production and security in deployment files, including configuring resource limits, readiness probes, avoiding hard-coded passwords, and considering access permissions. listed best practices for production and security', 'ChatGPT adjusts the deployment file with production and security best practices upon request, improving the manifest file with necessary configurations. adjusted deployment file with production and security best practices']}], 'duration': 544.33, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ1332171.jpg', 'highlights': ['ChatGPT independently generates an example of a corresponding service manifest file, utilizing the load balancer type and correctly incorporating selector from labels and target port from the deployment file, demonstrating its ability to provide a comprehensive example of a service manifest.', 'The generated Kubernetes deployment manifest file effectively reuses information from the Dockerfile, including the application name, image tag, and container port from the multi-stage build, showcasing the seamless integration of context between Docker and Kubernetes.', 'ChatGPT provides insights on resource limits and requests, explaining their purpose in preventing container resource issues and offering follow-up commands for easy execution.', 'ChatGPT lists best practices for production and security in deployment files, including configuring resource limits, readiness probes, avoiding hard-coded passwords, and considering access permissions.', 'ChatGPT adjusts the deployment file with production and security best practices upon request, improving the manifest file with necessary configurations.', 'ChatGPT provides kubectl commands for creating or applying deployment and service files, as well as querying the service after creation, enhancing the deployment process.', 'ChatGPT explains the advantage of using AI assistance over official documentation, emphasizing the convenience of not needing to search for syntax examples and the correct location within the deployment file to insert configurations.', 'ChatGPT adds resource limitations to the deployment, simplifying the process by editing the resource limits and request configuration in the deployment file.', 'ChatGPT adjusts the boilerplate deployment file, increasing the replicas from one to three, demonstrating its capability to modify deployment configurations.']}, {'end': 2734.64, 'segs': [{'end': 2014.127, 'src': 'embed', 'start': 1934.164, 'weight': 0, 'content': [{'end': 1942.608, 'text': 'So basically all the things that it listed above as production security, best practices like using liveness and readiness probes, the resource limits,', 'start': 1934.164, 'duration': 8.444}, {'end': 1944.369, 'text': 'secrets, roles, et cetera.', 'start': 1942.608, 'duration': 1.761}, {'end': 1951.051, 'text': 'It added all this configuration in the deployment file, which is awesome.', 'start': 1945.029, 'duration': 6.022}, {'end': 1957.334, 'text': "I'm going to ask you to do one more configuration and basically just edit on top of this example.", 'start': 1951.552, 'duration': 5.782}, {'end': 1959.135, 'text': "And let's see whether it can do that.", 'start': 1957.874, 'duration': 1.261}, {'end': 1979.971, 'text': 'So on top of that, new configuration options, also add security context configuration in the deployment file.', 'start': 1959.615, 'duration': 20.356}, {'end': 1981.433, 'text': "So let's see.", 'start': 1980.992, 'duration': 0.441}, {'end': 2006.099, 'text': 'and it actually added the security context configuration on top of the previous deployment file.', 'start': 1999.713, 'duration': 6.386}, {'end': 2014.127, 'text': "And this is basically the configuration where we're saying that container should run as a user that is not root, right?", 'start': 2006.479, 'duration': 7.648}], 'summary': 'Configured production security best practices, added security context to deployment file for non-root user.', 'duration': 79.963, 'max_score': 1934.164, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ1934164.jpg'}, {'end': 2132.303, 'src': 'heatmap', 'start': 2065.996, 'weight': 2, 'content': [{'end': 2074.524, 'text': 'but again, my general impression is that the output is actually pretty good, considering the nuances and details.', 'start': 2065.996, 'duration': 8.528}, {'end': 2081.589, 'text': 'however, sometimes you actually need to have the knowledge yourself to validate the output because again,', 'start': 2074.524, 'duration': 7.065}, {'end': 2087.092, 'text': "if you are a junior engineer and you have this very more or less vague idea and you don't know all the details,", 'start': 2081.589, 'duration': 5.503}, {'end': 2096.434, 'text': 'it could be difficult to validate the output or, in some cases, to formulate the request properly to get the high quality output.', 'start': 2087.092, 'duration': 9.342}, {'end': 2105.716, 'text': "Now I'm going to try one more thing, which is a little bit more complex, and I'm really curious to see how ChatGPT can handle that.", 'start': 2097.034, 'duration': 8.682}, {'end': 2113.826, 'text': "And I'm actually going to stay in the same chat to reuse some of the context.", 'start': 2109.602, 'duration': 4.224}, {'end': 2122.094, 'text': "And I'm going to use chat GPT to actually build a CI CD pipeline code in Jenkins.", 'start': 2114.707, 'duration': 7.387}, {'end': 2130.561, 'text': 'So, after a couple of queries to chat GPT, we should actually end up with a Jenkins file which has the complete CI CD pipeline code,', 'start': 2122.554, 'duration': 8.007}, {'end': 2132.303, 'text': 'or at least the main part of it.', 'start': 2130.561, 'duration': 1.742}], 'summary': 'Overall, the output is good, but knowledge is needed to validate. testing chatgpt with complex task of building ci/cd pipeline in jenkins.', 'duration': 22.701, 'max_score': 2065.996, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ2065996.jpg'}, {'end': 2264.283, 'src': 'embed', 'start': 2237.665, 'weight': 3, 'content': [{'end': 2248.353, 'text': 'and this is also very interesting that it automatically decided to use the build number environment variable from Jenkins as the image tag right?', 'start': 2237.665, 'duration': 10.688}, {'end': 2257.579, 'text': 'So this is actually very good because it makes sure that a unique image with a unique tag is generated every time the build runs right?', 'start': 2248.393, 'duration': 9.186}, {'end': 2264.283, 'text': "So that's actually pretty good that we don't have a hard-coded image tag like 1.0..", 'start': 2257.999, 'duration': 6.284}], 'summary': 'Using jenkins build number as image tag ensures unique image for every build.', 'duration': 26.618, 'max_score': 2237.665, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ2237665.jpg'}, {'end': 2353.467, 'src': 'embed', 'start': 2325.335, 'weight': 4, 'content': [{'end': 2334.338, 'text': 'Docker login command to log into a repository before we can actually push the image there, which should actually happen before.', 'start': 2325.335, 'duration': 9.003}, {'end': 2346.063, 'text': "And also this is only updating the image in the deployment in the cluster, but it's not applying the whole deployment file or service file.", 'start': 2335.178, 'duration': 10.885}, {'end': 2353.467, 'text': 'So again, we can give it some additional instructions to adjust this pipeline with all these additional steps.', 'start': 2346.524, 'duration': 6.943}], 'summary': 'Docker login required before pushing image; additional instructions needed for pipeline adjustments.', 'duration': 28.132, 'max_score': 2325.335, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ2325335.jpg'}], 'start': 1876.841, 'title': 'Kubernetes deployment and chatgpt for ci cd', 'summary': "Highlights kubernetes best practices, emphasizing the benefits of automated configurations and explores using chatgpt to generate a jenkins file for a node.js application's ci cd pipeline, focusing on quality and potential improvements.", 'chapters': [{'end': 2036.184, 'start': 1876.841, 'title': 'Kubernetes deployment best practices', 'summary': 'Highlights the importance of best practice configurations such as liveness and readiness probes, resource limits, secrets, roles, and security context configurations in kubernetes deployment files, showcasing the convenience and security benefits of utilizing these automated configurations.', 'duration': 159.343, 'highlights': ['The deployment file automatically adds best practice configurations like liveness and readiness probes, resource limits, secrets, roles, etc., providing convenience and enhancing security for Kubernetes deployments.', 'The addition of security context configuration in the deployment file showcases the importance of running containers as a non-root user, mitigating security risks and adhering to best practices.']}, {'end': 2734.64, 'start': 2036.184, 'title': 'Chatgpt for ci cd pipeline', 'summary': "Explores using chatgpt to generate a jenkins file for a complete ci cd pipeline for a node.js application, including deployment to a kubernetes cluster, with emphasis on the output's quality, nuances, and potential areas for improvement.", 'duration': 698.456, 'highlights': ['ChatGPT successfully generates a Jenkins file for a complete CI CD pipeline for a Node.js application, including deployment to a Kubernetes cluster, with automated stages for building, testing, creating Docker images, logging in to Docker Hub, and deploying to Kubernetes.', 'The generated Jenkins file utilizes environment variables and sensitive information handling, such as using the build number as the image tag, and recognizing the sensitive nature of kubeconfig information, demonstrating an understanding of best practices.', "While ChatGPT's output is impressive, it requires some additional instructions for certain stages, such as adding a Docker login command before pushing the image and applying the whole deployment and service files to the cluster instead of just updating the image in the deployment."]}], 'duration': 857.799, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ1876841.jpg', 'highlights': ['The deployment file automatically adds best practice configurations like liveness and readiness probes, resource limits, secrets, roles, etc., providing convenience and enhancing security for Kubernetes deployments.', 'The addition of security context configuration in the deployment file showcases the importance of running containers as a non-root user, mitigating security risks and adhering to best practices.', 'ChatGPT successfully generates a Jenkins file for a complete CI CD pipeline for a Node.js application, including deployment to a Kubernetes cluster, with automated stages for building, testing, creating Docker images, logging in to Docker Hub, and deploying to Kubernetes.', 'The generated Jenkins file utilizes environment variables and sensitive information handling, such as using the build number as the image tag, and recognizing the sensitive nature of kubeconfig information, demonstrating an understanding of best practices.', "While ChatGPT's output is impressive, it requires some additional instructions for certain stages, such as adding a Docker login command before pushing the image and applying the whole deployment and service files to the cluster instead of just updating the image in the deployment."]}, {'end': 3584.606, 'segs': [{'end': 2821.568, 'src': 'embed', 'start': 2785.331, 'weight': 0, 'content': [{'end': 2787.012, 'text': 'So this is an example that it gave us.', 'start': 2785.331, 'duration': 1.681}, {'end': 2798.217, 'text': 'Notify Slack stage with a step that basically executes this Slack send function for a success message right?', 'start': 2787.712, 'duration': 10.505}, {'end': 2805.56, 'text': 'And it also tells us how Slack notification plugin should be configured with the link.', 'start': 2799.597, 'duration': 5.963}, {'end': 2807.041, 'text': "So that's actually pretty good.", 'start': 2805.8, 'duration': 1.241}, {'end': 2812.963, 'text': 'And this is what I mentioned where sometimes just in the middle of reply, it just stops.', 'start': 2807.761, 'duration': 5.202}, {'end': 2821.568, 'text': 'So it kind of gave us half of that Jenkins file, but it suggested us to put that as a final step after deploy to Kubernetes.', 'start': 2813.443, 'duration': 8.125}], 'summary': 'Jenkins file example suggests slack notification for success message and deploy to kubernetes as final step.', 'duration': 36.237, 'max_score': 2785.331, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ2785331.jpg'}, {'end': 2892.852, 'src': 'embed', 'start': 2838.437, 'weight': 1, 'content': [{'end': 2861.316, 'text': 'So select notification should be sent either for failure or success and should always execute after the pipeline or after the build is finished as the last step.', 'start': 2838.437, 'duration': 22.879}, {'end': 2863.358, 'text': "And let's see.", 'start': 2862.898, 'duration': 0.46}, {'end': 2883.367, 'text': 'Okay, so this time it actually provided better result than previously.', 'start': 2879.625, 'duration': 3.742}, {'end': 2891.651, 'text': "First of all, it's using post block, which is executed after all stages have completed, regardless of success or failure.", 'start': 2884.187, 'duration': 7.464}, {'end': 2892.852, 'text': "So that's what we need.", 'start': 2891.671, 'duration': 1.181}], 'summary': 'Select notification sent for success/failure, using post block after all stages.', 'duration': 54.415, 'max_score': 2838.437, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ2838437.jpg'}, {'end': 3183.294, 'src': 'embed', 'start': 3151.203, 'weight': 3, 'content': [{'end': 3152.624, 'text': 'So again, you will.', 'start': 3151.203, 'duration': 1.421}, {'end': 3159.026, 'text': 'We definitely need to do some adjustments and optimizations here, but I think, as a base configuration file,', 'start': 3152.964, 'duration': 6.062}, {'end': 3166.829, 'text': "especially considering that it was generated or mapped from the Jenkins file directly, I think it's a pretty good base configuration to build on.", 'start': 3159.026, 'duration': 7.803}, {'end': 3173.732, 'text': 'So these were some of the examples that I thought would be realistic to use ChatGPT for some DevOps tasks.', 'start': 3167.269, 'duration': 6.463}, {'end': 3178.993, 'text': "especially from a perspective of someone who is learning and doesn't know these technologies very well,", 'start': 3174.412, 'duration': 4.581}, {'end': 3183.294, 'text': 'like examples of how they can use ChatGPT to make their work more efficient.', 'start': 3178.993, 'duration': 4.301}], 'summary': 'Base configuration file from jenkins is a good starting point for optimizations. chatgpt can be used for devops tasks to improve efficiency.', 'duration': 32.091, 'max_score': 3151.203, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ3151203.jpg'}, {'end': 3416.481, 'src': 'heatmap', 'start': 3249.443, 'weight': 0.829, 'content': [{'end': 3258.009, 'text': "So there are many companies or individual developers out there who actually create models based on OpenAI's API.", 'start': 3249.443, 'duration': 8.566}, {'end': 3266.234, 'text': 'So they reuse all these resources that OpenAI provides and all these trained models basically, and they kind of optimize on top of that.', 'start': 3258.389, 'duration': 7.845}, {'end': 3275.062, 'text': 'like providing a better UI and user-friendly experience or training the model further for a specific use case.', 'start': 3266.674, 'duration': 8.388}, {'end': 3283.17, 'text': "Like you, have a tool based on OpenAI's technology, but specifically for answering legal questions,", 'start': 3275.523, 'duration': 7.647}, {'end': 3288.475, 'text': 'or a tool that that lets you do some specific engineering tasks, and so on.', 'start': 3283.17, 'duration': 5.305}, {'end': 3293.76, 'text': 'So the idea is, instead of having a general purpose tool that does pretty much everything,', 'start': 3288.855, 'duration': 4.905}, {'end': 3301.307, 'text': 'you have a tool that is trained for a specific use case or set of tasks, and it does that one thing really well.', 'start': 3293.76, 'duration': 7.547}, {'end': 3306.748, 'text': 'And as a perfect example of that, Firefly, the company who sponsored this video,', 'start': 3301.747, 'duration': 5.001}, {'end': 3317.251, 'text': 'actually created an open source CLI tool based on ChatGPT model that specifically works for infrastructure as code generation.', 'start': 3306.748, 'duration': 10.503}, {'end': 3318.832, 'text': "And it's called AIAC.", 'start': 3317.911, 'duration': 0.921}, {'end': 3331.839, 'text': "So, basically, it's an open source command line tool that lets you generate infrastructure as code, templates, scripts, configuration code utilities,", 'start': 3320.345, 'duration': 11.494}, {'end': 3335.263, 'text': 'queries whatever with a simple command line command.', 'start': 3331.839, 'duration': 3.424}, {'end': 3338.985, 'text': 'So basically all the tasks that we just did with ChatGPT.', 'start': 3335.763, 'duration': 3.222}, {'end': 3344.73, 'text': "So let's actually see that in action and how useful can it be when working on DevOps tasks.", 'start': 3339.486, 'duration': 5.244}, {'end': 3350.774, 'text': 'You can install it with a simple brew command or even run it as a Docker container if you want.', 'start': 3345.45, 'duration': 5.324}, {'end': 3352.395, 'text': 'I have already installed it.', 'start': 3351.394, 'duration': 1.001}, {'end': 3360.281, 'text': 'You need to also generate an API key on OpenAI platform itself and provide that API key through environment variable.', 'start': 3352.655, 'duration': 7.626}, {'end': 3367.462, 'text': 'when executing the AIAC commands in order to authenticate with OpenAI.', 'start': 3361.261, 'duration': 6.201}, {'end': 3370.563, 'text': "And it's actually a very simple, straightforward method.", 'start': 3367.722, 'duration': 2.841}, {'end': 3374.383, 'text': 'It probably took me two minutes to install and set the whole thing up.', 'start': 3370.583, 'duration': 3.8}, {'end': 3377.504, 'text': "And I'll provide the link to the guide in the video description.", 'start': 3374.723, 'duration': 2.781}, {'end': 3384.785, 'text': "And once you're all set up, now we can go ahead and use it to generate some configuration files for us.", 'start': 3378.284, 'duration': 6.501}, {'end': 3388.086, 'text': 'So I just executed a simple brew install command.', 'start': 3385.385, 'duration': 2.701}, {'end': 3398.238, 'text': 'and then basically just set the environment variable for OpenAI API key to the API key that I just generated on their site.', 'start': 3388.936, 'duration': 9.302}, {'end': 3404.799, 'text': "And once you have all of that set up, we're ready to go and actually generate some infrastructure,", 'start': 3398.818, 'duration': 5.981}, {'end': 3408.56, 'text': 'as code scripts manifest any DevOps configuration files.', 'start': 3404.799, 'duration': 3.761}, {'end': 3416.481, 'text': "So just like in our previous example, let's ask AIAC to generate a Docker file for Node.js application.", 'start': 3409.04, 'duration': 7.441}], 'summary': "Companies and developers are creating specialized tools using openai's models, like firefly's aiac cli tool for infrastructure as code generation, which can be installed easily and used to generate specific devops configuration files.", 'duration': 167.038, 'max_score': 3249.443, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ3249443.jpg'}, {'end': 3318.832, 'src': 'embed', 'start': 3293.76, 'weight': 4, 'content': [{'end': 3301.307, 'text': 'you have a tool that is trained for a specific use case or set of tasks, and it does that one thing really well.', 'start': 3293.76, 'duration': 7.547}, {'end': 3306.748, 'text': 'And as a perfect example of that, Firefly, the company who sponsored this video,', 'start': 3301.747, 'duration': 5.001}, {'end': 3317.251, 'text': 'actually created an open source CLI tool based on ChatGPT model that specifically works for infrastructure as code generation.', 'start': 3306.748, 'duration': 10.503}, {'end': 3318.832, 'text': "And it's called AIAC.", 'start': 3317.911, 'duration': 0.921}], 'summary': 'Firefly sponsored an open source cli tool, aiac, based on chatgpt model for infrastructure as code generation.', 'duration': 25.072, 'max_score': 3293.76, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ3293760.jpg'}, {'end': 3525.059, 'src': 'embed', 'start': 3493.877, 'weight': 5, 'content': [{'end': 3505.248, 'text': "So save and it's going to ask in which file should I save it so we can tell it to create a Docker file and save the output there.", 'start': 3493.877, 'duration': 11.371}, {'end': 3507.971, 'text': 'And now we should have a Docker file.', 'start': 3506.089, 'duration': 1.882}, {'end': 3512.249, 'text': 'that was created with that code example.', 'start': 3508.726, 'duration': 3.523}, {'end': 3513.91, 'text': "So that's how you can use the tool.", 'start': 3512.389, 'duration': 1.521}, {'end': 3525.059, 'text': "Now let's try another example where we ask AIAC to generate some example Terraform script for creating an EC2 instance.", 'start': 3514.211, 'duration': 10.848}], 'summary': 'The tool can create a docker file and generate terraform script for creating an ec2 instance.', 'duration': 31.182, 'max_score': 3493.877, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ3493877.jpg'}], 'start': 2734.96, 'title': 'Integrating slack notifications and chatgpt for devops', 'summary': "Covers configuring jenkins pipeline for slack notifications on build status, including success and failure cases, and explores using chatgpt for devops tasks, emphasizing benefits in generating configuration files and the introduction of firefly's aiac cli tool.", 'chapters': [{'end': 2917.186, 'start': 2734.96, 'title': 'Pipeline slack notification configuration', 'summary': 'Discusses configuring a jenkins pipeline to notify a team through a slack channel about the build status, using a post block to send a message after the build is finished, and adding notifications for both success and failure cases.', 'duration': 182.226, 'highlights': ['Configuring Slack notification for build status The chapter discusses adding a stage for slack notification about the pipeline build status, using a post block to send a message after the build is finished, and configuring Slack notification plugin with the link.', 'Adding notifications for both success and failure cases The chapter addresses the need for notifications for both success and failure cases, suggesting the use of a post block and instructing to consider both cases for sending notifications.', 'Utilizing post block for executing after all stages It emphasizes the use of a post block, which is executed after all stages have completed, regardless of success or failure, ensuring the notification is sent after the build is finished.']}, {'end': 3584.606, 'start': 2919.987, 'title': 'Chatgpt for devops tasks', 'summary': "Provides an overview of using chatgpt for devops tasks, highlighting its benefits in generating base configuration files, the need for validation of results, and the introduction of firefly's aiac cli tool for infrastructure as code generation.", 'duration': 664.619, 'highlights': ['ChatGPT provides value in generating base configuration files for DevOps tasks, although validation of results is necessary for accuracy and experienced engineers can optimize and build on top of the generated code for increased productivity and time savings.', "Firefly's AIAC CLI tool, based on ChatGPT model, is introduced as an open source tool specifically designed for infrastructure as code generation, providing a user-friendly experience and efficient automation for DevOps tasks.", 'The AIAC CLI tool is demonstrated in action, showcasing its capability to generate Docker files for Node.js applications and Terraform scripts for creating EC2 instances, with the ability to retry for different code examples and save the output directly into a file.']}], 'duration': 849.646, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ2734960.jpg', 'highlights': ['Configuring Slack notification for build status using post block and plugin', 'Adding notifications for both success and failure cases with post block', 'Utilizing post block for executing after all stages for notifications', 'ChatGPT generates base configuration files for DevOps tasks', "Firefly's AIAC CLI tool automates infrastructure as code generation", 'AIAC CLI tool generates Docker files and Terraform scripts for EC2 instances']}, {'end': 4062.238, 'segs': [{'end': 3649.064, 'src': 'embed', 'start': 3608.402, 'weight': 0, 'content': [{'end': 3619.986, 'text': 'for docker, terraform, ansible kubernetes, manifest files, whatever we need in our devops tasks and use it as your small cli devops assistant.', 'start': 3608.402, 'duration': 11.584}, {'end': 3624.688, 'text': 'basically so, apart from the fact that you can use it on command line interface,', 'start': 3619.986, 'duration': 4.702}, {'end': 3629.81, 'text': "i find convenient that you don't get any unneeded text explanations with every output.", 'start': 3624.688, 'duration': 5.122}, {'end': 3634.673, 'text': 'so chat gpt explains the examples, which is great for learning and understanding the output.', 'start': 3629.81, 'duration': 4.863}, {'end': 3639.296, 'text': 'And you could actually tell ChatGPT to not give you any explanations, just the code.', 'start': 3635.113, 'duration': 4.183}, {'end': 3644.74, 'text': 'But here you just get the code snippet that you asked for without any text around it.', 'start': 3639.657, 'duration': 5.083}, {'end': 3647.863, 'text': 'And you can then just directly save it into a file.', 'start': 3645.001, 'duration': 2.862}, {'end': 3649.064, 'text': 'Just a convenient thing.', 'start': 3648.143, 'duration': 0.921}], 'summary': 'Utilize chatgpt as a small cli devops assistant for docker, terraform, ansible, and kubernetes, providing code snippets without unnecessary text.', 'duration': 40.662, 'max_score': 3608.402, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ3608402.jpg'}, {'end': 3701.038, 'src': 'heatmap', 'start': 3654.108, 'weight': 0.913, 'content': [{'end': 3658.731, 'text': 'I will, as always, leave all the relevant links in the video description below.', 'start': 3654.108, 'duration': 4.623}, {'end': 3660.773, 'text': 'So make sure to check that out.', 'start': 3658.931, 'duration': 1.842}, {'end': 3666.798, 'text': 'So, overall, what do I think about chat GPT??', 'start': 3664.437, 'duration': 2.361}, {'end': 3668.86, 'text': 'Will it replace engineers??', 'start': 3667.299, 'duration': 1.561}, {'end': 3670.821, 'text': 'Are engineering jobs threatened??', 'start': 3669.06, 'duration': 1.761}, {'end': 3677.264, 'text': 'And is everything I said in my latest video about getting into IT still relevant??', 'start': 3671.441, 'duration': 5.823}, {'end': 3687.667, 'text': 'I remember, with the first advancements of AI, people were saying that AI can do certain things better than humans and replace the boring, repetitive,', 'start': 3677.965, 'duration': 9.702}, {'end': 3694.333, 'text': "tedious and less creative tasks that humans don't want to do anyways, like memorizing stuff, calculating,", 'start': 3687.667, 'duration': 6.666}, {'end': 3696.875, 'text': 'researching and analyzing tons of data and so on.', 'start': 3694.333, 'duration': 2.542}, {'end': 3701.038, 'text': 'So humans would be free to do more thought-provoking and creative tasks.', 'start': 3697.375, 'duration': 3.663}], 'summary': 'Discussion on ai replacing engineering jobs and freeing up humans for creative tasks.', 'duration': 46.93, 'max_score': 3654.108, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ3654108.jpg'}, {'end': 3822.234, 'src': 'embed', 'start': 3791.062, 'weight': 5, 'content': [{'end': 3798.383, 'text': 'Learning things from books, research results, things that have happened and other people have done, like lawyers memorizing legal texts.', 'start': 3791.062, 'duration': 7.321}, {'end': 3809.947, 'text': 'And instead they focus less teaching to use AI tools to do more creative stuff.', 'start': 3799.164, 'duration': 10.783}, {'end': 3820.613, 'text': 'So professions like tax advisors, lawyers, graphic designers, especially ones doing more or less standard work, can be very well replaced by a better,', 'start': 3810.427, 'duration': 10.186}, {'end': 3822.234, 'text': 'cheaper and faster AI.', 'start': 3820.613, 'duration': 1.621}], 'summary': 'Professions like tax advisors, lawyers, and graphic designers can be replaced by ai for standard work, enabling more focus on creative tasks.', 'duration': 31.172, 'max_score': 3791.062, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ3791062.jpg'}, {'end': 3921.189, 'src': 'embed', 'start': 3895.35, 'weight': 3, 'content': [{'end': 3899.652, 'text': 'So maybe some engineering roles will replace or outgrow others.', 'start': 3895.35, 'duration': 4.302}, {'end': 3905.474, 'text': "But if there is one profession or skill that will grow in demand, that's engineers.", 'start': 3900.172, 'duration': 5.302}, {'end': 3913.618, 'text': 'Engineers play a crucial role in the design, development and implementation of new technologies and systems,', 'start': 3906.275, 'duration': 7.343}, {'end': 3918.1, 'text': 'and their skills and knowledge will actually continue to be more in demand.', 'start': 3913.618, 'duration': 4.482}, {'end': 3921.189, 'text': 'as long as there are new challenges and problems to solve.', 'start': 3918.447, 'duration': 2.742}], 'summary': 'Engineers will continue to be in high demand due to their crucial role in technology development and problem-solving.', 'duration': 25.839, 'max_score': 3895.35, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ3895350.jpg'}, {'end': 4031.689, 'src': 'embed', 'start': 4006.708, 'weight': 4, 'content': [{'end': 4012.333, 'text': 'So overall engineers are needy now more than ever given the speed of development in tech world.', 'start': 4006.708, 'duration': 5.625}, {'end': 4017.217, 'text': 'But you need to be ready to learn new things and adapt to the changes in tech.', 'start': 4012.773, 'duration': 4.444}, {'end': 4025.724, 'text': 'And one of those new things you will need to learn as an engineer may actually become the actual skill of using AI tools.', 'start': 4017.797, 'duration': 7.927}, {'end': 4031.689, 'text': 'Things like prompt engineering, which basically means preparing, formulating your requests in the best way.', 'start': 4026.104, 'duration': 5.585}], 'summary': 'Engineers need to adapt to tech changes and learn ai tools like prompt engineering.', 'duration': 24.981, 'max_score': 4006.708, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ4006708.jpg'}], 'start': 3584.987, 'title': 'Chatgpt devops tool and ai impact on engineering jobs', 'summary': "Demonstrates using chatgpt as a small cli devops assistant for generating code and commands for technologies like docker, terraform, and kubernetes. it also explores ai's impact on replacing human tasks, emphasizing the increasing demand for engineers in tech industries.", 'chapters': [{'end': 3677.264, 'start': 3584.987, 'title': 'Chatgpt devops tool', 'summary': 'Demonstrates how to use chatgpt as a small cli devops assistant for generating boilerplate code and commands for technologies like docker, terraform, ansible, and kubernetes, without unnecessary text explanations, making it convenient for learning and understanding the output.', 'duration': 92.277, 'highlights': ['You can use ChatGPT as a small CLI devops assistant for generating boilerplate code and commands for different technologies like docker, terraform, ansible, and kubernetes.', 'ChatGPT provides code examples without unnecessary text explanations, making it convenient for learning and understanding the output.', 'You can directly save the code snippets into a file, providing a convenient way to use the tool.']}, {'end': 4062.238, 'start': 3677.965, 'title': 'Impact of ai on engineering jobs', 'summary': 'Explores the growing capabilities of ai in replacing human tasks, especially in professions like tax advisory, law, and graphic design, while emphasizing the increasing demand for engineers in the tech industry due to the rapid development and expansion of new fields.', 'duration': 384.273, 'highlights': ["AI's capability to replace standard work in professions like tax advisory, law, and graphic design poses a significant threat to these fields, potentially leaving only top players who can generate value over AI by doing more complex work. AI's potential to replace standard work in professions like tax advisory, law, and graphic design poses a significant threat to these fields, potentially leaving only top players who can generate value over AI by doing more complex work.", 'Increase in demand for engineers due to the rapid development and expansion of new fields in the tech industry, such as blockchain developer, machine learning engineer, and data scientist, with the skills and knowledge of engineers continuing to be more in demand as long as there are new challenges and problems to solve. Increase in demand for engineers due to the rapid development and expansion of new fields in the tech industry, such as blockchain developer, machine learning engineer, and data scientist, with the skills and knowledge of engineers continuing to be more in demand as long as there are new challenges and problems to solve.', 'The need for engineers to continuously learn new skills and adapt to technological changes to avoid being replaced or automated by AI, while also acknowledging that having a base foundation in IT can aid in transitioning to other IT fields more easily. The need for engineers to continuously learn new skills and adapt to technological changes to avoid being replaced or automated by AI, while also acknowledging that having a base foundation in IT can aid in transitioning to other IT fields more easily.']}], 'duration': 477.251, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/l-kE11fhfaQ/pics/l-kE11fhfaQ3584987.jpg', 'highlights': ['ChatGPT provides code examples without unnecessary text explanations, making it convenient for learning and understanding the output.', 'You can use ChatGPT as a small CLI devops assistant for generating boilerplate code and commands for different technologies like docker, terraform, ansible, and kubernetes.', 'You can directly save the code snippets into a file, providing a convenient way to use the tool.', 'Increase in demand for engineers due to the rapid development and expansion of new fields in the tech industry, such as blockchain developer, machine learning engineer, and data scientist, with the skills and knowledge of engineers continuing to be more in demand as long as there are new challenges and problems to solve.', 'The need for engineers to continuously learn new skills and adapt to technological changes to avoid being replaced or automated by AI, while also acknowledging that having a base foundation in IT can aid in transitioning to other IT fields more easily.', "AI's capability to replace standard work in professions like tax advisory, law, and graphic design poses a significant threat to these fields, potentially leaving only top players who can generate value over AI by doing more complex work."]}], 'highlights': ["ChatGPT's impact on high-skilled professions raises questions about AI replacing human workers.", "OpenAI's mission to democratize access to AI and its creation of ChatGPT.", 'Practical application of ChatGPT in generating configuration code for DevOps processes is explored.', 'Open source command line tool built on top of ChatGPT, specifically created for engineers.', "ChatGPT's capability to stay in the context of the conversation, allowing follow-up questions.", 'Discussion on the quality and usefulness of ChatGPT for engineers and its potential to replace engineers.', "ChatGPT provides detailed explanations and examples for understanding Docker directives, such as 'workdir', and adjusts commands from NPM to Yarn.", 'ChatGPT optimizes the Docker file by excluding irrelevant application files using a Docker ignore file and provides realistic examples and best practices.', 'ChatGPT independently generates an example of a corresponding service manifest file, utilizing the load balancer type and correctly incorporating selector from labels and target port from the deployment file.', 'The generated Kubernetes deployment manifest file effectively reuses information from the Dockerfile, including the application name, image tag, and container port from the multi-stage build.', 'ChatGPT provides insights on resource limits and requests, explaining their purpose in preventing container resource issues and offering follow-up commands for easy execution.', 'ChatGPT lists best practices for production and security in deployment files, including configuring resource limits, readiness probes, avoiding hard-coded passwords, and considering access permissions.', 'The deployment file automatically adds best practice configurations like liveness and readiness probes, resource limits, secrets, roles, etc., providing convenience and enhancing security for Kubernetes deployments.', 'The addition of security context configuration in the deployment file showcases the importance of running containers as a non-root user, mitigating security risks and adhering to best practices.', 'ChatGPT successfully generates a Jenkins file for a complete CI CD pipeline for a Node.js application, including deployment to a Kubernetes cluster, with automated stages for building, testing, creating Docker images, logging in to Docker Hub, and deploying to Kubernetes.', 'Configuring Slack notification for build status using post block and plugin.', 'Adding notifications for both success and failure cases with post block.', 'Utilizing post block for executing after all stages for notifications.', 'ChatGPT provides code examples without unnecessary text explanations, making it convenient for learning and understanding the output.', 'You can use ChatGPT as a small CLI devops assistant for generating boilerplate code and commands for different technologies like docker, terraform, ansible, and kubernetes.', 'You can directly save the code snippets into a file, providing a convenient way to use the tool.', 'Increase in demand for engineers due to the rapid development and expansion of new fields in the tech industry, such as blockchain developer, machine learning engineer, and data scientist.', 'The need for engineers to continuously learn new skills and adapt to technological changes to avoid being replaced or automated by AI.', "AI's capability to replace standard work in professions like tax advisory, law, and graphic design poses a significant threat to these fields."]}